Temporal Relation Extraction On Vinoground

المقاييس

Group Score

Text Score

Video Score

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Group Score	Text Score	Video Score	Paper Title	Repository
GPT-4o	24.6	54	38.2	-	-
LLaVA-NeXT-Video-7B	6.2	21.8	25.6	-	-
LLaVA-NeXT-Video-7B (CoT)	6.8	21.8	26.2	-	-
LLaVA-NeXT-Video-34B	3.8	23	21.2	-	-
Qwen2-VL-7B	15.2	40.2	32.4	Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
GPT-4o (CoT)	35	59.2	51	-	-
Phi-3.5-Vision	6.2	24	22.4	-	-
Claude 3.5 Sonnet	10.6	32.8	28.8	-	-
ImageBind	0.6	9.4	3.4	ImageBind: One Embedding Space To Bind Them All
LLaVA-OneVision-Qwen2-72B	21.8	48.4	35.2	LLaVA-OneVision: Easy Visual Task Transfer
VTimeLLM	5.2	19.4	27	VTimeLLM: Empower LLM to Grasp Video Moments
MA-LMM-Vicuna-7B	6.8	23.8	25.6	MA-LMM: Memory-Augmented Large Multimodal Model for Long-Term Video Understanding
LLaVA-OneVision-Qwen2-7B	14.6	41.6	29.4	LLaVA-OneVision: Easy Visual Task Transfer
Gemini-1.5-Pro (CoT)	12.4	37	27.6	Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Gemini-1.5-Pro	10.2	35.8	22.6	Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
InternLM-XC-2.5	9.6	28.8	27.8	InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output
VideoCLIP	1.2	17	2.8	VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding
Video-LLaVA-7B	6.6	24.8	25.8	Video-LLaVA: Learning United Visual Representation by Alignment Before Projection
LanguageBind	1.2	10.6	5	LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment
VideoLLaMA2-72B	8.4	36.2	21.8	VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

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